{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "671d539a",
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
     "iopub.execute_input": "2023-04-06T06:41:23.875516Z",
     "iopub.status.busy": "2023-04-06T06:41:23.875017Z",
     "iopub.status.idle": "2023-04-06T06:41:25.915185Z",
     "shell.execute_reply": "2023-04-06T06:41:25.913478Z"
    },
    "papermill": {
     "duration": 2.05058,
     "end_time": "2023-04-06T06:41:25.919050",
     "exception": false,
     "start_time": "2023-04-06T06:41:23.868470",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import seaborn as sns\n",
    "from tqdm import tqdm\n",
    "from scipy import stats\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.base import clone\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.preprocessing import FunctionTransformer\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from tspiral.model_selection import TemporalSplit\n",
    "from tspiral.forecasting import ForecastingCascade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b3741f35",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-04-06T06:41:25.934316Z",
     "iopub.status.busy": "2023-04-06T06:41:25.933842Z",
     "iopub.status.idle": "2023-04-06T06:41:25.950782Z",
     "shell.execute_reply": "2023-04-06T06:41:25.949926Z"
    },
    "papermill": {
     "duration": 0.027716,
     "end_time": "2023-04-06T06:41:25.953636",
     "exception": false,
     "start_time": "2023-04-06T06:41:25.925920",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2000, 3)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### SIMULATE AR PROCESSES ###\n",
    "\n",
    "timesteps = 2_000\n",
    "\n",
    "np.random.seed(42)\n",
    "df = np.random.randn(timesteps, 2)\n",
    "for t in range(2, timesteps):\n",
    "    df[t, 0] += 0.7*df[t-1, 0] + 0.1*df[t-2, 0]\n",
    "    df[t, 1] += 0.8*df[t-1, 1] + 0.8*df[t-1, 0]\n",
    "\n",
    "df = pd.DataFrame(df)\n",
    "df['group_id'] = 0\n",
    "df.columns = ['y1','y2','group_id']\n",
    "\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "eff3c455",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-04-06T06:41:25.967640Z",
     "iopub.status.busy": "2023-04-06T06:41:25.967118Z",
     "iopub.status.idle": "2023-04-06T06:41:26.583185Z",
     "shell.execute_reply": "2023-04-06T06:41:26.581802Z"
    },
    "papermill": {
     "duration": 0.627403,
     "end_time": "2023-04-06T06:41:26.587724",
     "exception": false,
     "start_time": "2023-04-06T06:41:25.960321",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT SIMULATED AR PROCESSES ###\n",
    "\n",
    "plt.figure(figsize=(16,8))\n",
    "plt.subplot(2,1,1)\n",
    "df['y1'].plot(c='chartreuse')\n",
    "plt.ylabel('Y1')\n",
    "plt.subplot(2,1,2)\n",
    "df['y2'].plot(c='gold')\n",
    "plt.ylabel('Y2'); plt.xlabel('time')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e63410cd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-04-06T06:41:26.605596Z",
     "iopub.status.busy": "2023-04-06T06:41:26.604485Z",
     "iopub.status.idle": "2023-04-06T06:41:27.183746Z",
     "shell.execute_reply": "2023-04-06T06:41:27.182605Z"
    },
    "papermill": {
     "duration": 0.590792,
     "end_time": "2023-04-06T06:41:27.186156",
     "exception": false,
     "start_time": "2023-04-06T06:41:26.595364",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### AUTOCORRELATION OF AR PROCESSES ###\n",
    "\n",
    "plt.figure(figsize=(18,6))\n",
    "plt.plot([df['y1'].autocorr(l) for l in range(1,300)], \n",
    "         c='chartreuse', label='Y1')\n",
    "plt.plot([df['y2'].autocorr(l) for l in range(1,300)], \n",
    "         c='gold', label='Y2')\n",
    "plt.axhline(0, linestyle='--', c='black')\n",
    "plt.ylabel('autocorrelation'); plt.xlabel('time lags')\n",
    "plt.legend(); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8291376b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-04-06T06:41:27.206053Z",
     "iopub.status.busy": "2023-04-06T06:41:27.204717Z",
     "iopub.status.idle": "2023-04-06T06:41:27.533675Z",
     "shell.execute_reply": "2023-04-06T06:41:27.532169Z"
    },
    "papermill": {
     "duration": 0.341982,
     "end_time": "2023-04-06T06:41:27.536502",
     "exception": false,
     "start_time": "2023-04-06T06:41:27.194520",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### AUTOCORRELATION OF AR PROCESSES OVER TIME ###\n",
    "\n",
    "plt.figure(figsize=(18,6))\n",
    "df['y1'].rolling(50).corr(df['y2']).plot(c='firebrick')\n",
    "plt.axhline(0, linestyle='--', c='black')\n",
    "plt.ylabel('correlation'); plt.xlabel('time')\n",
    "plt.title(f\"overall correlation: {round(stats.pearsonr(df['y1'],df['y2'])[0], 3)}\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1daa1b30",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-04-06T06:41:27.560047Z",
     "iopub.status.busy": "2023-04-06T06:41:27.559586Z",
     "iopub.status.idle": "2023-04-06T06:41:27.568129Z",
     "shell.execute_reply": "2023-04-06T06:41:27.566676Z"
    },
    "papermill": {
     "duration": 0.024088,
     "end_time": "2023-04-06T06:41:27.570912",
     "exception": false,
     "start_time": "2023-04-06T06:41:27.546824",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### SET WORKING VARIABLES AND DEFINE TEST ON WHICH TO VERIFY GRANGER CAUSALITY ###\n",
    "\n",
    "test_size = 300\n",
    "lags = range(1,25)\n",
    "\n",
    "df_train, df_test = train_test_split(\n",
    "    df, test_size=test_size, shuffle=False\n",
    ")\n",
    "\n",
    "cv = TemporalSplit(n_splits=test_size, \n",
    "                   max_train_size=max(lags), test_size=1)\n",
    "\n",
    "y_pred = {'y1 w/ y2':[], 'y2 w/ y1':[],\n",
    "          'y1 w/o y2':[], 'y2 w/o y1':[]}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9ebde99c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-04-06T06:41:27.593472Z",
     "iopub.status.busy": "2023-04-06T06:41:27.593002Z",
     "iopub.status.idle": "2023-04-06T06:42:31.181415Z",
     "shell.execute_reply": "2023-04-06T06:42:31.180110Z"
    },
    "papermill": {
     "duration": 63.60345,
     "end_time": "2023-04-06T06:42:31.184463",
     "exception": false,
     "start_time": "2023-04-06T06:41:27.581013",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████| 300/300 [00:07<00:00, 38.73it/s]\n"
     ]
    }
   ],
   "source": [
    "### TRAIN AND FORECAST MODEL WITHOUT EXOGENOUS VARIABLE ###\n",
    "\n",
    "forecaster = ForecastingCascade(\n",
    "    RandomForestRegressor(30, random_state=42, n_jobs=-1),\n",
    "    lags=lags,\n",
    "    groups=[0],\n",
    ")\n",
    "\n",
    "model_y1 = clone(forecaster).fit(df_train[['group_id']], df_train['y1'])\n",
    "model_y2 = clone(forecaster).fit(df_train[['group_id']], df_train['y2'])\n",
    "\n",
    "for id_train,id_test in tqdm(cv.split(df), total=cv.n_splits):\n",
    "    y_pred['y1 w/o y2'].extend(\n",
    "        model_y1.predict(\n",
    "            df[['group_id']].iloc[id_test],\n",
    "            last_y=df['y1'].iloc[id_train],\n",
    "            last_X=df[['group_id']].iloc[id_train],\n",
    "        )\n",
    "    )\n",
    "    y_pred['y2 w/o y1'].extend(\n",
    "        model_y2.predict(\n",
    "            df[['group_id']].iloc[id_test],\n",
    "            last_y=df['y2'].iloc[id_train],\n",
    "            last_X=df[['group_id']].iloc[id_train],\n",
    "        )\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "86160fb4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-04-06T06:42:31.245792Z",
     "iopub.status.busy": "2023-04-06T06:42:31.245251Z",
     "iopub.status.idle": "2023-04-06T06:43:37.583222Z",
     "shell.execute_reply": "2023-04-06T06:43:37.581812Z"
    },
    "papermill": {
     "duration": 66.372644,
     "end_time": "2023-04-06T06:43:37.586283",
     "exception": false,
     "start_time": "2023-04-06T06:42:31.213639",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████| 300/300 [00:09<00:00, 31.82it/s]\n"
     ]
    }
   ],
   "source": [
    "### TRAIN AND FORECAST MODEL WITH EXOGENOUS VARIABLE ###\n",
    "\n",
    "forecaster = ForecastingCascade(\n",
    "    make_pipeline(\n",
    "        FunctionTransformer(\n",
    "            lambda x: x[:,1:]  # remove current values of exog series\n",
    "        ),\n",
    "        RandomForestRegressor(30, random_state=42, n_jobs=-1)\n",
    "    ),\n",
    "    lags=lags,\n",
    "    groups=[0],\n",
    "    exog_lags=lags,\n",
    ")\n",
    "\n",
    "model_y1y2 = clone(forecaster).fit(df_train[['group_id','y2']], df_train['y1'])\n",
    "model_y2y1 = clone(forecaster).fit(df_train[['group_id','y1']], df_train['y2'])\n",
    "\n",
    "\n",
    "for id_train,_ in tqdm(cv.split(df), total=cv.n_splits):\n",
    "    y_pred['y1 w/ y2'].extend(\n",
    "        model_y1y2.predict(\n",
    "            df[['group_id','y2']].iloc[id_test],\n",
    "            last_y=df['y1'].iloc[id_train],\n",
    "            last_X=df[['group_id','y2']].iloc[id_train],\n",
    "        )\n",
    "    )\n",
    "    y_pred['y2 w/ y1'].extend(\n",
    "        model_y2y1.predict(\n",
    "            df[['group_id','y1']].iloc[id_test],\n",
    "            last_y=df['y2'].iloc[id_train],\n",
    "            last_X=df[['group_id','y1']].iloc[id_train],\n",
    "        )\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "411057f0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-04-06T06:43:37.685717Z",
     "iopub.status.busy": "2023-04-06T06:43:37.685250Z",
     "iopub.status.idle": "2023-04-06T06:43:37.719122Z",
     "shell.execute_reply": "2023-04-06T06:43:37.717681Z"
    },
    "papermill": {
     "duration": 0.08684,
     "end_time": "2023-04-06T06:43:37.721979",
     "exception": false,
     "start_time": "2023-04-06T06:43:37.635139",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y1 w/ y2</th>\n",
       "      <th>y2 w/ y1</th>\n",
       "      <th>y1 w/o y2</th>\n",
       "      <th>y2 w/o y1</th>\n",
       "      <th>y1</th>\n",
       "      <th>y2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1700</th>\n",
       "      <td>3.641012</td>\n",
       "      <td>4.566784</td>\n",
       "      <td>3.297792</td>\n",
       "      <td>3.489378</td>\n",
       "      <td>3.253130</td>\n",
       "      <td>5.907566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1701</th>\n",
       "      <td>2.618040</td>\n",
       "      <td>7.309712</td>\n",
       "      <td>2.399022</td>\n",
       "      <td>7.085460</td>\n",
       "      <td>2.841928</td>\n",
       "      <td>7.229712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1702</th>\n",
       "      <td>2.292137</td>\n",
       "      <td>8.189390</td>\n",
       "      <td>2.139138</td>\n",
       "      <td>7.649518</td>\n",
       "      <td>2.750638</td>\n",
       "      <td>5.525066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1703</th>\n",
       "      <td>2.040402</td>\n",
       "      <td>6.263069</td>\n",
       "      <td>2.018986</td>\n",
       "      <td>5.155196</td>\n",
       "      <td>2.891709</td>\n",
       "      <td>6.746741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1704</th>\n",
       "      <td>2.190435</td>\n",
       "      <td>7.714393</td>\n",
       "      <td>2.200706</td>\n",
       "      <td>6.127700</td>\n",
       "      <td>2.076785</td>\n",
       "      <td>9.757622</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      y1 w/ y2  y2 w/ y1  y1 w/o y2  y2 w/o y1        y1        y2\n",
       "1700  3.641012  4.566784   3.297792   3.489378  3.253130  5.907566\n",
       "1701  2.618040  7.309712   2.399022   7.085460  2.841928  7.229712\n",
       "1702  2.292137  8.189390   2.139138   7.649518  2.750638  5.525066\n",
       "1703  2.040402  6.263069   2.018986   5.155196  2.891709  6.746741\n",
       "1704  2.190435  7.714393   2.200706   6.127700  2.076785  9.757622"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### MERGE TEST WITH PREDICTIONS ###\n",
    "\n",
    "y_pred = pd.DataFrame(y_pred, index=df.index[-test_size:]).join(\n",
    "    df.drop(columns=['group_id']), how='inner'\n",
    ")\n",
    "\n",
    "y_pred.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "09a2cd3c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-04-06T06:43:37.821835Z",
     "iopub.status.busy": "2023-04-06T06:43:37.821309Z",
     "iopub.status.idle": "2023-04-06T06:43:38.124016Z",
     "shell.execute_reply": "2023-04-06T06:43:38.122646Z"
    },
    "papermill": {
     "duration": 0.356497,
     "end_time": "2023-04-06T06:43:38.126793",
     "exception": false,
     "start_time": "2023-04-06T06:43:37.770296",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### COMPARE RESIDUAL DISTRIBUTION FOR Y1 ###\n",
    "\n",
    "stat, p_value = stats.kstest(\n",
    "    (y_pred['y1'] - y_pred['y1 w/ y2'])**2, \n",
    "    (y_pred['y1'] - y_pred['y1 w/o y2'])**2\n",
    ")\n",
    "\n",
    "sns.histplot(\n",
    "    data=(y_pred['y1'] - y_pred['y1 w/ y2'])**2,\n",
    "    bins=1000, stat=\"density\", element=\"step\", \n",
    "    fill=False, cumulative=True, common_norm=False,\n",
    "    color='firebrick', label='Y1 w/ Y2'\n",
    ")\n",
    "sns.histplot(\n",
    "    data=(y_pred['y1'] - y_pred['y1 w/o y2'])**2,\n",
    "    bins=1000, stat=\"density\", element=\"step\", \n",
    "    fill=False, cumulative=True, common_norm=False,\n",
    "    color='grey', label='Y1 w/o Y2'\n",
    ")\n",
    "plt.title(f\"KS test: (stat: {round(stat,3)}, p-value: {round(p_value,3)}) \\n\"\n",
    "          f\"MSE (Y1 w/ Y2): {round(((y_pred['y1'] - y_pred['y1 w/ y2']) **2).mean(),3)}, \"\n",
    "          f\"MSE (Y1 w/o Y2): {round(((y_pred['y1'] - y_pred['y1 w/o y2']) **2).mean(),3)}\")\n",
    "plt.xlabel('cumulative residuals'); plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b5ac5828",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-04-06T06:43:38.227174Z",
     "iopub.status.busy": "2023-04-06T06:43:38.225754Z",
     "iopub.status.idle": "2023-04-06T06:43:38.519161Z",
     "shell.execute_reply": "2023-04-06T06:43:38.517637Z"
    },
    "papermill": {
     "duration": 0.346649,
     "end_time": "2023-04-06T06:43:38.521897",
     "exception": false,
     "start_time": "2023-04-06T06:43:38.175248",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### COMPARE RESIDUAL DISTRIBUTION FOR Y2 ###\n",
    "\n",
    "stat, p_value = stats.kstest(\n",
    "    (y_pred['y2'] - y_pred['y2 w/ y1'])**2, \n",
    "    (y_pred['y2'] - y_pred['y2 w/o y1'])**2\n",
    ")\n",
    "\n",
    "sns.histplot(\n",
    "    data=(y_pred['y2'] - y_pred['y2 w/ y1'])**2,\n",
    "    bins=1000, stat=\"density\", element=\"step\", \n",
    "    fill=False, cumulative=True, common_norm=False,\n",
    "    color='firebrick', label='Y2 w/ Y1'\n",
    ")\n",
    "sns.histplot(\n",
    "    data=(y_pred['y2'] - y_pred['y2 w/o y1'])**2,\n",
    "    bins=1000, stat=\"density\", element=\"step\", \n",
    "    fill=False, cumulative=True, common_norm=False,\n",
    "    color='grey', label='Y2 w/o Y1'\n",
    ")\n",
    "plt.title(f\"KS test: (stat: {round(stat,3)}, p-value: {round(p_value,3)}) \\n\"\n",
    "          f\"MSE (Y2 w/ Y1): {round(((y_pred['y2'] - y_pred['y2 w/ y1']) **2).mean(),3)}, \"\n",
    "          f\"MSE (Y2 w/o Y1): {round(((y_pred['y2'] - y_pred['y2 w/o y1']) **2).mean(),3)}\")\n",
    "plt.xlabel('cumulative residuals'); plt.legend()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 160.902402,
   "end_time": "2023-04-06T06:43:39.697465",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2023-04-06T06:40:58.795063",
   "version": "2.4.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
